Thomas Piacentini
← Workshop

Learning path

LLM Product Engineering

Original text · English885 min

Turn language-model capability into evaluated, safe, cost-aware product behavior that can survive production traffic.

  1. phases/11-llm-engineering/01-prompt-engineering — 90 min
  2. phases/11-llm-engineering/03-structured-outputs — 90 min
  3. phases/11-llm-engineering/04-embeddings — 75 min
  4. phases/11-llm-engineering/05-context-engineering — 90 min
  5. phases/11-llm-engineering/06-rag — 90 min
  6. phases/11-llm-engineering/09-function-calling — 75 min
  7. phases/11-llm-engineering/10-evaluation — 45 min
  8. phases/11-llm-engineering/11-caching-cost — 45 min
  9. phases/11-llm-engineering/12-guardrails — 45 min
  10. phases/11-llm-engineering/13-production-app — 120 min
  11. phases/17-infrastructure-and-production/19-ai-gateways — 60 min
  12. phases/17-infrastructure-and-production/20-shadow-canary-progressive — 60 min
Code and artifacts 1
What you take away

Saved in your notebook on this device.

Sources and limits

Reading checkpoints are self-reported. Test results are recorded separately and apply to the executed cases.

AI Engineering from Scratch · 3f9715c · MIT

Download this file ↓